Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds

Experiments

This repository contains the experiment code for Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds by Paul Rosa, Viacheslav Borovitskiy, Alexander Terenin, and Judith Rousseau. The code was written by Alexander Terenin.

Usage:

python scripts/asymptotics.py experiment.toml

There are three experiment configurations available: dumbbell.toml, sphere.toml, and dragon.toml. There are also three notebooks, one for each space. These provide interactive visualizations of the computations performed as part of the experiment.